{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import load_model\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow.keras.layers import Conv2D, Flatten, MaxPooling2D,Dense,Dropout\n",
    "from tensorflow.keras.models  import Sequential\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator, img_to_array, load_img, array_to_img\n",
    "import random,os,glob\n",
    "import matplotlib.pyplot as plt\n",
    "from tensorflow.keras.preprocessing import image\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = tf.keras.models.load_model('garbage_model.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_path1 = 'F:/垃圾分类/test/t01a643b92cab7cd2aa.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "img=Image.open('F:/垃圾分类/test/t01a643b92cab7cd2aa.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1eb646d91c8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = image.load_img(img_path1, target_size=(300, 300))\n",
    "img = image.img_to_array(img, dtype=np.uint8)\n",
    "img=np.array(img)/255.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "p=model.predict(img[np.newaxis, ...])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "result=np.argmax(p[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "if result == 0 :\n",
    "    result='cardboard'\n",
    "elif result == 1:\n",
    "    result='glass'\n",
    "elif result == 2:\n",
    "    result='metal'\n",
    "elif result == 2:\n",
    "    result='paper'\n",
    "elif result == 2:\n",
    "    result='plastic'\n",
    "elif result == 2:\n",
    "    result='trash'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'cardboard'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "desktop_path = \"C:\\\\Users\\\\x1893\\\\Desktop\\\\tf_model\\\\\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fp = desktop_path + 'label.txt'\n",
    "f = open(fp, 'w',encoding=\"utf-8\")\n",
    "f.write(result) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
